class: inverse,left, middle background-image: url(data:image/png;base64,#background.png) background-size: cover <img src="data:image/png;base64,#LOGO_DIPLOMADO.png" width="500px"/> ##Módulo 5: Manejo de datos climáticos avanzados ### Tipo de datos climáticos Matías Olea <br> <a href="https://orcid.org/0000-0003-0194-7784"> ORCID </a><br> matias.olea@pucv.cl</a><br> .large[<b><a href="https://www.pucv.cl/uuaa/site/edic/base/port/labgrs.html">LabGRS</a> | Abril 2025</b>] <br> --- <center> <img src="data:image/png;base64,#Contenidos.png" width="900px"/> </center> --- ## Contenidos .pull-left[ 1) Tipos de datos climáticos. 2) Datos climáticos ráster. 3) Operaciones sobre un ráster. 4) Extracción de información desde un ráster. ] .pull-right[ <img src="data:image/png;base64,#https://raw.githubusercontent.com/allisonhorst/stats-illustrations/main/rstats-artwork/r_rollercoaster.png" width="650px"/> ] --- ### Tipos de datos climáticos - **Informes**: informes meteorológicos antiguos que contienen la información dentro de textos o tablas en las que no se pueden acceder directamente a ellos. Debemos transcribir dicha información a un formato que nos permita manipular. <center> <img src="data:image/png;base64,#Datos_Informes.png" width="625px"/> </center> --- ### Tipos de datos climáticos - **Estaciones meteorológicas**: comunmente podemos acceder a los registros de estos datos a través de un datalogger recuperados directamente desde la estación. El formato de salida dependerá de los protocolos y modelo de la estación. Algunas estaciones envía la información via internet movil; comunmente podemos acceder a esta información a través de portales y están almacenadas en formato tabla. Hoy en día podemos encontrar esta información asociada a una coordenada. <center> <img src="data:image/png;base64,#Datos_Estacion.png" width="500px"/> </center> --- ### Tipos de datos climáticos - **Datos puntales**: la fuente de esta información puede ser variada, desde informes, las mismas estaciones o extraidas de otros productos. Esta se caracteriza por contar con escasos datos (por poca recurrencia en su actualización). Esta información está asociada a una coordenada, por lo que podemos visualizar dicha información en un sofware que nos permita manipular información espacial (ArcGIS, QuantumGIS, Surfer, AutoCAD, gvSIG, GRASS, SAGA, etc.) <center> <img src="data:image/png;base64,#Datos_Puntual.png" width="500px"/> </center> --- ### Tipos de datos climáticos .pull-left[ - **Productos grillados**: este tipo de datos corresponde a información espacial almacenada a través de una matriz ráster formada por filas y columnas, cuyas celdas almacenan el valor de una variable meteorológica. Estos productos son obtenidos a través de (a) información satelital, (b) información de modelos creados a partir de estaciones en terreno, (c) o una mezcla entre ambas. ] .pull-right[ <center> <img src="data:image/png;base64,#Datos_Raster.png" width="500px"/> </center> ] --- ## Datos climáticos ráster <center> <img src="data:image/png;base64,#modelo_raster1.png" width="900px"/> </center> --- ## Formatos ráster Los modelos ráster pueden ser almacenados en múltiples formatos, los más comunes son: -- - **GeoTIFF** (Geographical Tagged Image File Format). Fuente de datos en formato Tiff, con la particularidad de que es <u>capaz de almacenar información de referencia espacial</u>. -- - **GMLJP2** (Geographic Markup Language JPEG2000). Muy parecido al formato JPEG pero con <u>mayores beneficios a la hora de comprensión de los datos</u> sin perder información o calidad. -- - **NetCDF** (Network Common Data Form). Fuente de datos creada para el almacenamiento de información científica en varias dimensiones. Esta fuente de información se asocia principalmente a datos de tipos climáticos o productos satelitales. Su <u>gran capacidad de información</u> la hacen muy útil para compartir grandes volúmenes de información. -- - **HDF** (Hierarchical Data Format). Al igual que el NetCDF, son fuentes creadas para almacenar <u>grandes volúmenes de información</u> científica espacial. -- - **HGT** Formato asociado a modelo de elevación SRTM (Shuttle Radar Topography Mission Height) <u>caracterizado por almacenar valores enteros positivos y negativos de 2 bits</u>. --- ## Estructura de almacenamiento Por ejemplo si tenemos la información grillada resumen de una decada, o de una fecha en específica, el archivo tendrá solo 1 capa de información (banda o layer), estos archivos se conocen como archivos **monobanda** en terminos de Geoinformática. Por otra, si en un mismo archivo, contamos con 2 o más capas de información, por ejemplo 1 capa por mes (es decir 12 capas en 1 año), denominamos este archivo **multibanda**. <center> <img src="data:image/png;base64,#mono_multi.png" width="450px"/> </center> .footnote[ <span style="font-size:9pt"> * Tener ojo los archivos multibanda no significa siempre que un layer o banda adicional sea siempre tiempo, puede ser cualquier tipo de información. Ej: en el layer 1 podemos tener la elevación del relieve, en el layer 2 la precipitación del año 2023, en el layer 3 la cobertura de uso de suelo, etc. </span> ] --- ## Estructura de almacenamiento <center> <img src="data:image/png;base64,#mono_multi.png" width="800px"/> </center> --- ## Operaciones sobre un raster <center> <img src="data:image/png;base64,#modelo.png" width="700px"/> </center> --- ## Operaciones sobre un raster **Consultas** * _Consulta simple_* * Consulta booleana **Alteración** * Uniones y mosaicos * _Recorte, clip o crop_* * _Máscaras_* * Reclasificación * Remuestreo **Transformación** * Reproyección * Cambio tipo de dato * Vectorización: _isolineas_*, poligonización, a puntos --- ## Operaciones de consulta en R -- ``` r library(terra) library(tidyverse) cr2met_pp <- rast("C:/TuDirectorio/CR2MET_PP_Mensual_1960-2021.tif") plot(cr2met_pp[[1]]) # con doble parantesis indicamos el n° de la banda que queremos plotear ``` <img src="data:image/png;base64,#05_Tipos_datos_climaticos_files/figure-html/unnamed-chunk-2-1.png" width="100%" /> --- ## Operaciones de consulta en R **Clase de objeto** ``` r class(cr2met_pp) ``` ``` ## [1] "SpatRaster" ## attr(,"package") ## [1] "terra" ``` -- **Dimensiones** ``` r c(nrow(cr2met_pp), ncol(cr2met_pp), nlyr(cr2met_pp)) # filas, columnas, bandas ``` ``` ## [1] 70 101 744 ``` -- **Resolución** ``` r res(cr2met_pp) ``` ``` ## [1] 0.05 0.05 ``` --- ## Operaciones de consulta en R **Extensión** ``` r ext(cr2met_pp) ``` ``` ## xmin xmax ymin ymax ## -73.40 -68.35 -34.80 -31.30 ``` --- ## Operaciones de consulta en R **Sistema de referencia y Coordenadas** ``` r crs(cr2met_pp) ``` ``` ## [[1]] ## [1] "GEOGCRS[\"WGS 84\"," ## [2] " ENSEMBLE[\"World Geodetic System 1984 ensemble\"," ## [3] " MEMBER[\"World Geodetic System 1984 (Transit)\"]," ## [4] " MEMBER[\"World Geodetic System 1984 (G730)\"]," ## [5] " MEMBER[\"World Geodetic System 1984 (G873)\"]," ## [6] " MEMBER[\"World Geodetic System 1984 (G1150)\"]," ## [7] " MEMBER[\"World Geodetic System 1984 (G1674)\"]," ## [8] " MEMBER[\"World Geodetic System 1984 (G1762)\"]," ## [9] " MEMBER[\"World Geodetic System 1984 (G2139)\"]," ## [10] " MEMBER[\"World Geodetic System 1984 (G2296)\"]," ## [11] " ELLIPSOID[\"WGS 84\",6378137,298.257223563," ## [12] " LENGTHUNIT[\"metre\",1]]," ## [13] " ENSEMBLEACCURACY[2.0]]," ## [14] " PRIMEM[\"Greenwich\",0," ## [15] " ANGLEUNIT[\"degree\",0.0174532925199433]]," ## [16] " CS[ellipsoidal,2]," ## [17] " AXIS[\"geodetic latitude (Lat)\",north," ## [18] " ORDER[1]," ## [19] " ANGLEUNIT[\"degree\",0.0174532925199433]]," ## [20] " AXIS[\"geodetic longitude (Lon)\",east," ## [21] " ORDER[2]," ## [22] " ANGLEUNIT[\"degree\",0.0174532925199433]]," ## [23] " USAGE[" ## [24] " SCOPE[\"Horizontal component of 3D system.\"]," ## [25] " AREA[\"World.\"]," ## [26] " BBOX[-90,-180,90,180]]," ## [27] " ID[\"EPSG\",4326]]" ``` --- ## Operaciones de consulta en R **Tipo de dato** ``` r datatype(cr2met_pp[[1]]) ``` ``` ## [1] "INT2S" ``` **_Codificación_** <div class="datatables html-widget html-fill-item" id="htmlwidget-f4e85f0cc040e74f8065" style="width:100%;height:auto;"></div> <script type="application/json" data-for="htmlwidget-f4e85f0cc040e74f8065">{"x":{"filter":"none","vertical":false,"fillContainer":false,"data":[["1","2","3","4","5","6","7","8","9"],["LOG1S","INT1S","INT1U","INT2S","INT2U","INT4S","INT4U","FLT4S","FLT8S"],["FALSE (0)","-127","0","-32,767","0","-2,147,483,647","0","-3.4e+38","-1.7e+308"],["TRUE (1)","127","255","32,767","65,534","2,147,483,647","4,294,967,296","3.4e+38","1.7e+308"]],"container":"<table class=\"display\">\n <thead>\n <tr>\n <th> <\/th>\n <th>Datatype definition<\/th>\n <th>Minimum possible value<\/th>\n <th>Maximum possible value<\/th>\n <\/tr>\n <\/thead>\n<\/table>","options":{"pageLength":4,"autoWidth":true,"scrollY":true,"columnDefs":[{"orderable":false,"targets":0},{"name":" ","targets":0},{"name":"Datatype definition","targets":1},{"name":"Minimum possible value","targets":2},{"name":"Maximum possible value","targets":3}],"order":[],"orderClasses":false,"lengthMenu":[4,10,25,50,100]}},"evals":[],"jsHooks":[]}</script> --- ## Operaciones de consulta en R Ahora, esta información que consultamos una por una, la podemos obtener de forma fácil y resumida solo imprimiento nuestro objeto: ``` r cr2met_pp ``` ``` ## class : SpatRaster ## dimensions : 70, 101, 744 (nrow, ncol, nlyr) ## resolution : 0.05, 0.05 (x, y) ## extent : -73.4, -68.35, -34.8, -31.3 (xmin, xmax, ymin, ymax) ## coord. ref. : lon/lat WGS 84 (EPSG:4326) ## source : CR2MET_PP_Mensual_1960-2021.tif ## names : 1960-01-15, 1960-02-15, 1960-03-15, 1960-04-15, 1960-05-15, 1960-06-15, ... ## min values : 0, 0, 0, 0, 0, 6, ... ## max values : 298, 168, 195, 105, 102, 631, ... ``` --- ## Operaciones de alteración **Recorte, Clip o Crop** El recorte signica sustraer parte de la matriz ráster según una extensión definida. Podemos crear una extensión ingresando las <u>coordenas límite</u> (xmin, xmax, ymin, ymax), usando la <u>extensión de un geodato</u>, o <u>dibujando una extensión</u> sobre un plot usando la función **draw()**. <center><img src="data:image/png;base64,#clip.png" width="600px"/></center> --- ## Operaciones de alteración **Recorte, Clip o Crop** ``` r vector_valpo <- vect("C:/TuDirectorio/valpo.gpkg") recorte_PP <- cr2met_pp %>% crop(vector_valpo) plot(recorte_PP[[1]]) plot(vector_valpo, add=T) ``` <img src="data:image/png;base64,#05_Tipos_datos_climaticos_files/figure-html/unnamed-chunk-16-1.png" width="100%" /> --- ## Operaciones de alteración **Máscara o Mask** La aplicación de una máscara o enmascaramiento implica el sustraer los valores de un ráster dentro de los límites de un geodato, reclasificanto los pixeles fuera de estos límites como "No Dato", "not available" o "NA". Se aconseja recortar y enmascarar al área de interes. <center><img src="data:image/png;base64,#mascara.png" width="900px"/></center> --- ## Operaciones de alteración **Máscara o Mask** Un elemento importante a considerar es hacerse la pregunta, ¿Qué ocurre cuando el límite de mi área de interés toca parte del pixel pero no lo cubre por completo? ¿lo incluye o no? Existe un parámetro de tipo lógico dentro la función **mask()** llamado "touches". Cuando touches es **T** si toca el pixel, queda incluido en la máscara, si touches es **F** el pixel debe estar contenido en un 100% dentro del área de interes para ser incluido. <center><img src="data:image/png;base64,#touches.png" width="400px"/></center> --- ## Operaciones de alteración **Máscara o Mask** ``` r mascara_completa <- cr2met_pp %>% mask(vector_valpo) # mascara sin clip mascara_crop <- recorte_PP %>% mask(vector_valpo) # mascara con clip ``` <img src="data:image/png;base64,#05_Tipos_datos_climaticos_files/figure-html/unnamed-chunk-18-1.png" width="100%" /> --- ## Operaciones de transformación **Vectorización: contornos o isolineas** ``` r nivel <- c(5,50,150,300,450,600) # serie de intervalos de isolineas pp_contorno <- as.contour(cr2met_pp[[6]], levels=nivel) # creamos vector de lineas plot(cr2met_pp[[6]]) terra::contour(cr2met_pp[[6]], levels=nivel, add=T) # nos permite plotear encima con etiqueta ``` <img src="data:image/png;base64,#05_Tipos_datos_climaticos_files/figure-html/unnamed-chunk-20-1.png" width="100%" /> --- ## Extracción de información. **Extracción de valores de los pixeles** ``` r titulo <- paste("Histograma Precipitacion", names(mascara_crop[[6]])) # Titulo plot hist(mascara_crop[[6]], main=titulo) ``` <img src="data:image/png;base64,#05_Tipos_datos_climaticos_files/figure-html/unnamed-chunk-21-1.png" width="100%" /> --- ## Operaciones de extracción de información. **Extracción de valores de los pixeles** ``` r valores_elev <- values(mascara_crop) %>% na.omit # omitimos las celdas NA mean(valores_elev) ``` ``` ## [1] 34.7065 ``` ``` r median(valores_elev) ``` ``` ## [1] 10 ``` --- ## Operaciones de extracción de información. **Estadística zonal**: Precipitacion promedio comunas de la provincia de Valparaíso ``` r comunas_valpo <- vect("TuDirectorio/comunas_valpo.gpkg") provincia_valpo <- subset(comunas_valpo, comunas_valpo$NOM_PROV == "Valparaíso") media_PP_comunas <- zonal(mascara_crop, provincia_valpo, fun="mean", touches=T, as.polygons = T) plot(media_PP_comunas, "1960-06-15", col = heat.colors(10)) ``` <img src="data:image/png;base64,#05_Tipos_datos_climaticos_files/figure-html/unnamed-chunk-24-1.png" width="100%" /> --- ## Operaciones de extracción de información. ``` r tabla_resultado <- as.data.frame(media_PP_comunas) ``` <div class="datatables html-widget html-fill-item" id="htmlwidget-d22826dc782fec719fd9" style="width:100%;height:auto;"></div> <script type="application/json" data-for="htmlwidget-d22826dc782fec719fd9">{"x":{"filter":"none","vertical":false,"fillContainer":false,"data":[["1","2","3","4","5","6","7","8"],["Región de Valparaíso","Región de Valparaíso","Región de Valparaíso","Región de Valparaíso","Región de Valparaíso","Región de Valparaíso","Región de Valparaíso","Región de 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class=\"display\">\n <thead>\n <tr>\n <th> <\/th>\n <th>NOM_REG<\/th>\n <th>NOM_PROV<\/th>\n <th>NOM_COM<\/th>\n <th>1960-01-15<\/th>\n <th>1960-02-15<\/th>\n <th>1960-03-15<\/th>\n <th>1960-04-15<\/th>\n <th>1960-05-15<\/th>\n <th>1960-06-15<\/th>\n <th>1960-07-15<\/th>\n <th>1960-08-15<\/th>\n <th>1960-09-15<\/th>\n <th>1960-10-15<\/th>\n <th>1960-11-15<\/th>\n <th>1960-12-15<\/th>\n <th>1961-01-15<\/th>\n <th>1961-02-15<\/th>\n <th>1961-03-15<\/th>\n <th>1961-04-15<\/th>\n <th>1961-05-15<\/th>\n <th>1961-06-15<\/th>\n <th>1961-07-15<\/th>\n <th>1961-08-15<\/th>\n <th>1961-09-15<\/th>\n <th>1961-10-15<\/th>\n <th>1961-11-15<\/th>\n <th>1961-12-15<\/th>\n <th>1962-01-15<\/th>\n <th>1962-02-15<\/th>\n <th>1962-03-15<\/th>\n <th>1962-04-15<\/th>\n <th>1962-05-15<\/th>\n <th>1962-06-15<\/th>\n <th>1962-07-15<\/th>\n <th>1962-08-15<\/th>\n <th>1962-09-15<\/th>\n <th>1962-10-15<\/th>\n <th>1962-11-15<\/th>\n <th>1962-12-15<\/th>\n <th>1963-01-15<\/th>\n <th>1963-02-15<\/th>\n <th>1963-03-15<\/th>\n <th>1963-04-15<\/th>\n <th>1963-05-15<\/th>\n <th>1963-06-15<\/th>\n <th>1963-07-15<\/th>\n <th>1963-08-15<\/th>\n <th>1963-09-15<\/th>\n <th>1963-10-15<\/th>\n <th>1963-11-15<\/th>\n <th>1963-12-15<\/th>\n <th>1964-01-15<\/th>\n <th>1964-02-15<\/th>\n <th>1964-03-15<\/th>\n <th>1964-04-15<\/th>\n <th>1964-05-15<\/th>\n <th>1964-06-15<\/th>\n <th>1964-07-15<\/th>\n <th>1964-08-15<\/th>\n <th>1964-09-15<\/th>\n <th>1964-10-15<\/th>\n <th>1964-11-15<\/th>\n <th>1964-12-15<\/th>\n <th>1965-01-15<\/th>\n <th>1965-02-15<\/th>\n <th>1965-03-15<\/th>\n <th>1965-04-15<\/th>\n <th>1965-05-15<\/th>\n <th>1965-06-15<\/th>\n <th>1965-07-15<\/th>\n <th>1965-08-15<\/th>\n <th>1965-09-15<\/th>\n <th>1965-10-15<\/th>\n <th>1965-11-15<\/th>\n <th>1965-12-15<\/th>\n <th>1966-01-15<\/th>\n <th>1966-02-15<\/th>\n <th>1966-03-15<\/th>\n <th>1966-04-15<\/th>\n <th>1966-05-15<\/th>\n <th>1966-06-15<\/th>\n <th>1966-07-15<\/th>\n <th>1966-08-15<\/th>\n <th>1966-09-15<\/th>\n <th>1966-10-15<\/th>\n <th>1966-11-15<\/th>\n <th>1966-12-15<\/th>\n <th>1967-01-15<\/th>\n <th>1967-02-15<\/th>\n <th>1967-03-15<\/th>\n <th>1967-04-15<\/th>\n <th>1967-05-15<\/th>\n <th>1967-06-15<\/th>\n <th>1967-07-15<\/th>\n <th>1967-08-15<\/th>\n <th>1967-09-15<\/th>\n <th>1967-10-15<\/th>\n <th>1967-11-15<\/th>\n <th>1967-12-15<\/th>\n <th>1968-01-15<\/th>\n <th>1968-02-15<\/th>\n <th>1968-03-15<\/th>\n <th>1968-04-15<\/th>\n <th>1968-05-15<\/th>\n <th>1968-06-15<\/th>\n <th>1968-07-15<\/th>\n <th>1968-08-15<\/th>\n <th>1968-09-15<\/th>\n <th>1968-10-15<\/th>\n <th>1968-11-15<\/th>\n <th>1968-12-15<\/th>\n <th>1969-01-15<\/th>\n <th>1969-02-15<\/th>\n <th>1969-03-15<\/th>\n <th>1969-04-15<\/th>\n <th>1969-05-15<\/th>\n <th>1969-06-15<\/th>\n <th>1969-07-15<\/th>\n <th>1969-08-15<\/th>\n <th>1969-09-15<\/th>\n <th>1969-10-15<\/th>\n <th>1969-11-15<\/th>\n <th>1969-12-15<\/th>\n <th>1970-01-15<\/th>\n <th>1970-02-15<\/th>\n <th>1970-03-15<\/th>\n <th>1970-04-15<\/th>\n <th>1970-05-15<\/th>\n <th>1970-06-15<\/th>\n <th>1970-07-15<\/th>\n <th>1970-08-15<\/th>\n <th>1970-09-15<\/th>\n <th>1970-10-15<\/th>\n <th>1970-11-15<\/th>\n <th>1970-12-15<\/th>\n <th>1971-01-15<\/th>\n <th>1971-02-15<\/th>\n <th>1971-03-15<\/th>\n <th>1971-04-15<\/th>\n <th>1971-05-15<\/th>\n <th>1971-06-15<\/th>\n <th>1971-07-15<\/th>\n <th>1971-08-15<\/th>\n <th>1971-09-15<\/th>\n <th>1971-10-15<\/th>\n <th>1971-11-15<\/th>\n <th>1971-12-15<\/th>\n <th>1972-01-15<\/th>\n <th>1972-02-15<\/th>\n <th>1972-03-15<\/th>\n <th>1972-04-15<\/th>\n <th>1972-05-15<\/th>\n <th>1972-06-15<\/th>\n <th>1972-07-15<\/th>\n <th>1972-08-15<\/th>\n <th>1972-09-15<\/th>\n <th>1972-10-15<\/th>\n <th>1972-11-15<\/th>\n <th>1972-12-15<\/th>\n <th>1973-01-15<\/th>\n <th>1973-02-15<\/th>\n <th>1973-03-15<\/th>\n <th>1973-04-15<\/th>\n <th>1973-05-15<\/th>\n <th>1973-06-15<\/th>\n <th>1973-07-15<\/th>\n <th>1973-08-15<\/th>\n <th>1973-09-15<\/th>\n <th>1973-10-15<\/th>\n <th>1973-11-15<\/th>\n <th>1973-12-15<\/th>\n <th>1974-01-15<\/th>\n <th>1974-02-15<\/th>\n <th>1974-03-15<\/th>\n <th>1974-04-15<\/th>\n <th>1974-05-15<\/th>\n <th>1974-06-15<\/th>\n <th>1974-07-15<\/th>\n <th>1974-08-15<\/th>\n <th>1974-09-15<\/th>\n <th>1974-10-15<\/th>\n <th>1974-11-15<\/th>\n <th>1974-12-15<\/th>\n <th>1975-01-15<\/th>\n <th>1975-02-15<\/th>\n <th>1975-03-15<\/th>\n <th>1975-04-15<\/th>\n <th>1975-05-15<\/th>\n <th>1975-06-15<\/th>\n <th>1975-07-15<\/th>\n <th>1975-08-15<\/th>\n <th>1975-09-15<\/th>\n <th>1975-10-15<\/th>\n <th>1975-11-15<\/th>\n <th>1975-12-15<\/th>\n <th>1976-01-15<\/th>\n <th>1976-02-15<\/th>\n <th>1976-03-15<\/th>\n <th>1976-04-15<\/th>\n <th>1976-05-15<\/th>\n <th>1976-06-15<\/th>\n <th>1976-07-15<\/th>\n <th>1976-08-15<\/th>\n <th>1976-09-15<\/th>\n <th>1976-10-15<\/th>\n <th>1976-11-15<\/th>\n <th>1976-12-15<\/th>\n <th>1977-01-15<\/th>\n <th>1977-02-15<\/th>\n <th>1977-03-15<\/th>\n <th>1977-04-15<\/th>\n <th>1977-05-15<\/th>\n <th>1977-06-15<\/th>\n <th>1977-07-15<\/th>\n <th>1977-08-15<\/th>\n <th>1977-09-15<\/th>\n <th>1977-10-15<\/th>\n <th>1977-11-15<\/th>\n <th>1977-12-15<\/th>\n <th>1978-01-15<\/th>\n <th>1978-02-15<\/th>\n <th>1978-03-15<\/th>\n <th>1978-04-15<\/th>\n <th>1978-05-15<\/th>\n <th>1978-06-15<\/th>\n <th>1978-07-15<\/th>\n <th>1978-08-15<\/th>\n <th>1978-09-15<\/th>\n <th>1978-10-15<\/th>\n <th>1978-11-15<\/th>\n <th>1978-12-15<\/th>\n <th>1979-01-15<\/th>\n <th>1979-02-15<\/th>\n <th>1979-03-15<\/th>\n <th>1979-04-15<\/th>\n <th>1979-05-15<\/th>\n <th>1979-06-15<\/th>\n <th>1979-07-15<\/th>\n <th>1979-08-15<\/th>\n <th>1979-09-15<\/th>\n <th>1979-10-15<\/th>\n <th>1979-11-15<\/th>\n <th>1979-12-15<\/th>\n <th>1980-01-15<\/th>\n <th>1980-02-15<\/th>\n <th>1980-03-15<\/th>\n <th>1980-04-15<\/th>\n <th>1980-05-15<\/th>\n <th>1980-06-15<\/th>\n <th>1980-07-15<\/th>\n <th>1980-08-15<\/th>\n <th>1980-09-15<\/th>\n <th>1980-10-15<\/th>\n <th>1980-11-15<\/th>\n <th>1980-12-15<\/th>\n <th>1981-01-15<\/th>\n <th>1981-02-15<\/th>\n <th>1981-03-15<\/th>\n <th>1981-04-15<\/th>\n <th>1981-05-15<\/th>\n <th>1981-06-15<\/th>\n <th>1981-07-15<\/th>\n <th>1981-08-15<\/th>\n <th>1981-09-15<\/th>\n <th>1981-10-15<\/th>\n <th>1981-11-15<\/th>\n <th>1981-12-15<\/th>\n <th>1982-01-15<\/th>\n <th>1982-02-15<\/th>\n <th>1982-03-15<\/th>\n <th>1982-04-15<\/th>\n <th>1982-05-15<\/th>\n <th>1982-06-15<\/th>\n <th>1982-07-15<\/th>\n <th>1982-08-15<\/th>\n <th>1982-09-15<\/th>\n <th>1982-10-15<\/th>\n <th>1982-11-15<\/th>\n <th>1982-12-15<\/th>\n <th>1983-01-15<\/th>\n <th>1983-02-15<\/th>\n <th>1983-03-15<\/th>\n <th>1983-04-15<\/th>\n <th>1983-05-15<\/th>\n <th>1983-06-15<\/th>\n <th>1983-07-15<\/th>\n <th>1983-08-15<\/th>\n <th>1983-09-15<\/th>\n <th>1983-10-15<\/th>\n <th>1983-11-15<\/th>\n <th>1983-12-15<\/th>\n <th>1984-01-15<\/th>\n <th>1984-02-15<\/th>\n <th>1984-03-15<\/th>\n <th>1984-04-15<\/th>\n <th>1984-05-15<\/th>\n <th>1984-06-15<\/th>\n <th>1984-07-15<\/th>\n <th>1984-08-15<\/th>\n <th>1984-09-15<\/th>\n <th>1984-10-15<\/th>\n <th>1984-11-15<\/th>\n <th>1984-12-15<\/th>\n <th>1985-01-15<\/th>\n <th>1985-02-15<\/th>\n <th>1985-03-15<\/th>\n <th>1985-04-15<\/th>\n <th>1985-05-15<\/th>\n <th>1985-06-15<\/th>\n <th>1985-07-15<\/th>\n <th>1985-08-15<\/th>\n <th>1985-09-15<\/th>\n <th>1985-10-15<\/th>\n <th>1985-11-15<\/th>\n <th>1985-12-15<\/th>\n <th>1986-01-15<\/th>\n <th>1986-02-15<\/th>\n <th>1986-03-15<\/th>\n <th>1986-04-15<\/th>\n <th>1986-05-15<\/th>\n <th>1986-06-15<\/th>\n <th>1986-07-15<\/th>\n <th>1986-08-15<\/th>\n <th>1986-09-15<\/th>\n <th>1986-10-15<\/th>\n <th>1986-11-15<\/th>\n <th>1986-12-15<\/th>\n <th>1987-01-15<\/th>\n <th>1987-02-15<\/th>\n <th>1987-03-15<\/th>\n <th>1987-04-15<\/th>\n <th>1987-05-15<\/th>\n <th>1987-06-15<\/th>\n <th>1987-07-15<\/th>\n <th>1987-08-15<\/th>\n <th>1987-09-15<\/th>\n <th>1987-10-15<\/th>\n <th>1987-11-15<\/th>\n <th>1987-12-15<\/th>\n <th>1988-01-15<\/th>\n <th>1988-02-15<\/th>\n <th>1988-03-15<\/th>\n <th>1988-04-15<\/th>\n <th>1988-05-15<\/th>\n <th>1988-06-15<\/th>\n <th>1988-07-15<\/th>\n <th>1988-08-15<\/th>\n <th>1988-09-15<\/th>\n <th>1988-10-15<\/th>\n <th>1988-11-15<\/th>\n <th>1988-12-15<\/th>\n <th>1989-01-15<\/th>\n <th>1989-02-15<\/th>\n <th>1989-03-15<\/th>\n <th>1989-04-15<\/th>\n <th>1989-05-15<\/th>\n <th>1989-06-15<\/th>\n <th>1989-07-15<\/th>\n <th>1989-08-15<\/th>\n <th>1989-09-15<\/th>\n <th>1989-10-15<\/th>\n <th>1989-11-15<\/th>\n <th>1989-12-15<\/th>\n <th>1990-01-15<\/th>\n <th>1990-02-15<\/th>\n <th>1990-03-15<\/th>\n <th>1990-04-15<\/th>\n <th>1990-05-15<\/th>\n <th>1990-06-15<\/th>\n <th>1990-07-15<\/th>\n <th>1990-08-15<\/th>\n <th>1990-09-15<\/th>\n <th>1990-10-15<\/th>\n <th>1990-11-15<\/th>\n <th>1990-12-15<\/th>\n <th>1991-01-15<\/th>\n <th>1991-02-15<\/th>\n <th>1991-03-15<\/th>\n <th>1991-04-15<\/th>\n <th>1991-05-15<\/th>\n <th>1991-06-15<\/th>\n <th>1991-07-15<\/th>\n <th>1991-08-15<\/th>\n <th>1991-09-15<\/th>\n <th>1991-10-15<\/th>\n <th>1991-11-15<\/th>\n <th>1991-12-15<\/th>\n <th>1992-01-15<\/th>\n <th>1992-02-15<\/th>\n <th>1992-03-15<\/th>\n <th>1992-04-15<\/th>\n <th>1992-05-15<\/th>\n <th>1992-06-15<\/th>\n <th>1992-07-15<\/th>\n <th>1992-08-15<\/th>\n <th>1992-09-15<\/th>\n <th>1992-10-15<\/th>\n <th>1992-11-15<\/th>\n <th>1992-12-15<\/th>\n <th>1993-01-15<\/th>\n <th>1993-02-15<\/th>\n <th>1993-03-15<\/th>\n <th>1993-04-15<\/th>\n <th>1993-05-15<\/th>\n <th>1993-06-15<\/th>\n <th>1993-07-15<\/th>\n <th>1993-08-15<\/th>\n <th>1993-09-15<\/th>\n <th>1993-10-15<\/th>\n <th>1993-11-15<\/th>\n <th>1993-12-15<\/th>\n <th>1994-01-15<\/th>\n <th>1994-02-15<\/th>\n <th>1994-03-15<\/th>\n <th>1994-04-15<\/th>\n <th>1994-05-15<\/th>\n <th>1994-06-15<\/th>\n <th>1994-07-15<\/th>\n <th>1994-08-15<\/th>\n <th>1994-09-15<\/th>\n <th>1994-10-15<\/th>\n <th>1994-11-15<\/th>\n <th>1994-12-15<\/th>\n <th>1995-01-15<\/th>\n <th>1995-02-15<\/th>\n <th>1995-03-15<\/th>\n <th>1995-04-15<\/th>\n <th>1995-05-15<\/th>\n <th>1995-06-15<\/th>\n <th>1995-07-15<\/th>\n <th>1995-08-15<\/th>\n <th>1995-09-15<\/th>\n <th>1995-10-15<\/th>\n <th>1995-11-15<\/th>\n <th>1995-12-15<\/th>\n <th>1996-01-15<\/th>\n <th>1996-02-15<\/th>\n <th>1996-03-15<\/th>\n <th>1996-04-15<\/th>\n <th>1996-05-15<\/th>\n <th>1996-06-15<\/th>\n <th>1996-07-15<\/th>\n <th>1996-08-15<\/th>\n <th>1996-09-15<\/th>\n <th>1996-10-15<\/th>\n <th>1996-11-15<\/th>\n <th>1996-12-15<\/th>\n <th>1997-01-15<\/th>\n <th>1997-02-15<\/th>\n <th>1997-03-15<\/th>\n <th>1997-04-15<\/th>\n <th>1997-05-15<\/th>\n <th>1997-06-15<\/th>\n <th>1997-07-15<\/th>\n <th>1997-08-15<\/th>\n <th>1997-09-15<\/th>\n <th>1997-10-15<\/th>\n <th>1997-11-15<\/th>\n <th>1997-12-15<\/th>\n <th>1998-01-15<\/th>\n <th>1998-02-15<\/th>\n <th>1998-03-15<\/th>\n <th>1998-04-15<\/th>\n <th>1998-05-15<\/th>\n <th>1998-06-15<\/th>\n <th>1998-07-15<\/th>\n <th>1998-08-15<\/th>\n <th>1998-09-15<\/th>\n <th>1998-10-15<\/th>\n <th>1998-11-15<\/th>\n <th>1998-12-15<\/th>\n <th>1999-01-15<\/th>\n <th>1999-02-15<\/th>\n <th>1999-03-15<\/th>\n <th>1999-04-15<\/th>\n <th>1999-05-15<\/th>\n <th>1999-06-15<\/th>\n <th>1999-07-15<\/th>\n <th>1999-08-15<\/th>\n <th>1999-09-15<\/th>\n <th>1999-10-15<\/th>\n <th>1999-11-15<\/th>\n <th>1999-12-15<\/th>\n <th>2000-01-15<\/th>\n <th>2000-02-15<\/th>\n <th>2000-03-15<\/th>\n <th>2000-04-15<\/th>\n <th>2000-05-15<\/th>\n <th>2000-06-15<\/th>\n <th>2000-07-15<\/th>\n <th>2000-08-15<\/th>\n <th>2000-09-15<\/th>\n <th>2000-10-15<\/th>\n <th>2000-11-15<\/th>\n <th>2000-12-15<\/th>\n <th>2001-01-15<\/th>\n <th>2001-02-15<\/th>\n <th>2001-03-15<\/th>\n <th>2001-04-15<\/th>\n <th>2001-05-15<\/th>\n <th>2001-06-15<\/th>\n <th>2001-07-15<\/th>\n <th>2001-08-15<\/th>\n <th>2001-09-15<\/th>\n <th>2001-10-15<\/th>\n <th>2001-11-15<\/th>\n <th>2001-12-15<\/th>\n <th>2002-01-15<\/th>\n <th>2002-02-15<\/th>\n <th>2002-03-15<\/th>\n <th>2002-04-15<\/th>\n <th>2002-05-15<\/th>\n <th>2002-06-15<\/th>\n <th>2002-07-15<\/th>\n <th>2002-08-15<\/th>\n <th>2002-09-15<\/th>\n <th>2002-10-15<\/th>\n <th>2002-11-15<\/th>\n <th>2002-12-15<\/th>\n <th>2003-01-15<\/th>\n <th>2003-02-15<\/th>\n <th>2003-03-15<\/th>\n <th>2003-04-15<\/th>\n <th>2003-05-15<\/th>\n <th>2003-06-15<\/th>\n <th>2003-07-15<\/th>\n <th>2003-08-15<\/th>\n <th>2003-09-15<\/th>\n <th>2003-10-15<\/th>\n <th>2003-11-15<\/th>\n <th>2003-12-15<\/th>\n <th>2004-01-15<\/th>\n <th>2004-02-15<\/th>\n <th>2004-03-15<\/th>\n <th>2004-04-15<\/th>\n <th>2004-05-15<\/th>\n <th>2004-06-15<\/th>\n <th>2004-07-15<\/th>\n <th>2004-08-15<\/th>\n <th>2004-09-15<\/th>\n <th>2004-10-15<\/th>\n <th>2004-11-15<\/th>\n <th>2004-12-15<\/th>\n <th>2005-01-15<\/th>\n <th>2005-02-15<\/th>\n <th>2005-03-15<\/th>\n <th>2005-04-15<\/th>\n <th>2005-05-15<\/th>\n <th>2005-06-15<\/th>\n <th>2005-07-15<\/th>\n <th>2005-08-15<\/th>\n <th>2005-09-15<\/th>\n <th>2005-10-15<\/th>\n <th>2005-11-15<\/th>\n <th>2005-12-15<\/th>\n <th>2006-01-15<\/th>\n <th>2006-02-15<\/th>\n <th>2006-03-15<\/th>\n <th>2006-04-15<\/th>\n <th>2006-05-15<\/th>\n <th>2006-06-15<\/th>\n <th>2006-07-15<\/th>\n <th>2006-08-15<\/th>\n <th>2006-09-15<\/th>\n <th>2006-10-15<\/th>\n <th>2006-11-15<\/th>\n <th>2006-12-15<\/th>\n <th>2007-01-15<\/th>\n <th>2007-02-15<\/th>\n <th>2007-03-15<\/th>\n <th>2007-04-15<\/th>\n <th>2007-05-15<\/th>\n <th>2007-06-15<\/th>\n <th>2007-07-15<\/th>\n <th>2007-08-15<\/th>\n <th>2007-09-15<\/th>\n <th>2007-10-15<\/th>\n <th>2007-11-15<\/th>\n <th>2007-12-15<\/th>\n <th>2008-01-15<\/th>\n <th>2008-02-15<\/th>\n <th>2008-03-15<\/th>\n <th>2008-04-15<\/th>\n <th>2008-05-15<\/th>\n <th>2008-06-15<\/th>\n <th>2008-07-15<\/th>\n <th>2008-08-15<\/th>\n <th>2008-09-15<\/th>\n <th>2008-10-15<\/th>\n <th>2008-11-15<\/th>\n <th>2008-12-15<\/th>\n <th>2009-01-15<\/th>\n <th>2009-02-15<\/th>\n <th>2009-03-15<\/th>\n <th>2009-04-15<\/th>\n <th>2009-05-15<\/th>\n <th>2009-06-15<\/th>\n <th>2009-07-15<\/th>\n <th>2009-08-15<\/th>\n <th>2009-09-15<\/th>\n <th>2009-10-15<\/th>\n <th>2009-11-15<\/th>\n <th>2009-12-15<\/th>\n <th>2010-01-15<\/th>\n <th>2010-02-15<\/th>\n <th>2010-03-15<\/th>\n <th>2010-04-15<\/th>\n <th>2010-05-15<\/th>\n <th>2010-06-15<\/th>\n <th>2010-07-15<\/th>\n <th>2010-08-15<\/th>\n <th>2010-09-15<\/th>\n <th>2010-10-15<\/th>\n <th>2010-11-15<\/th>\n <th>2010-12-15<\/th>\n <th>2011-01-15<\/th>\n <th>2011-02-15<\/th>\n <th>2011-03-15<\/th>\n <th>2011-04-15<\/th>\n <th>2011-05-15<\/th>\n <th>2011-06-15<\/th>\n <th>2011-07-15<\/th>\n <th>2011-08-15<\/th>\n <th>2011-09-15<\/th>\n <th>2011-10-15<\/th>\n <th>2011-11-15<\/th>\n <th>2011-12-15<\/th>\n <th>2012-01-15<\/th>\n <th>2012-02-15<\/th>\n <th>2012-03-15<\/th>\n <th>2012-04-15<\/th>\n <th>2012-05-15<\/th>\n <th>2012-06-15<\/th>\n <th>2012-07-15<\/th>\n <th>2012-08-15<\/th>\n <th>2012-09-15<\/th>\n <th>2012-10-15<\/th>\n <th>2012-11-15<\/th>\n <th>2012-12-15<\/th>\n <th>2013-01-15<\/th>\n <th>2013-02-15<\/th>\n <th>2013-03-15<\/th>\n <th>2013-04-15<\/th>\n <th>2013-05-15<\/th>\n <th>2013-06-15<\/th>\n <th>2013-07-15<\/th>\n <th>2013-08-15<\/th>\n <th>2013-09-15<\/th>\n <th>2013-10-15<\/th>\n <th>2013-11-15<\/th>\n <th>2013-12-15<\/th>\n <th>2014-01-15<\/th>\n <th>2014-02-15<\/th>\n <th>2014-03-15<\/th>\n <th>2014-04-15<\/th>\n <th>2014-05-15<\/th>\n <th>2014-06-15<\/th>\n <th>2014-07-15<\/th>\n <th>2014-08-15<\/th>\n <th>2014-09-15<\/th>\n <th>2014-10-15<\/th>\n <th>2014-11-15<\/th>\n <th>2014-12-15<\/th>\n <th>2015-01-15<\/th>\n <th>2015-02-15<\/th>\n <th>2015-03-15<\/th>\n <th>2015-04-15<\/th>\n <th>2015-05-15<\/th>\n <th>2015-06-15<\/th>\n <th>2015-07-15<\/th>\n <th>2015-08-15<\/th>\n <th>2015-09-15<\/th>\n <th>2015-10-15<\/th>\n <th>2015-11-15<\/th>\n <th>2015-12-15<\/th>\n <th>2016-01-15<\/th>\n <th>2016-02-15<\/th>\n <th>2016-03-15<\/th>\n <th>2016-04-15<\/th>\n <th>2016-05-15<\/th>\n <th>2016-06-15<\/th>\n <th>2016-07-15<\/th>\n <th>2016-08-15<\/th>\n <th>2016-09-15<\/th>\n <th>2016-10-15<\/th>\n <th>2016-11-15<\/th>\n <th>2016-12-15<\/th>\n <th>2017-01-15<\/th>\n <th>2017-02-15<\/th>\n <th>2017-03-15<\/th>\n <th>2017-04-15<\/th>\n <th>2017-05-15<\/th>\n <th>2017-06-15<\/th>\n <th>2017-07-15<\/th>\n <th>2017-08-15<\/th>\n <th>2017-09-15<\/th>\n <th>2017-10-15<\/th>\n <th>2017-11-15<\/th>\n <th>2017-12-15<\/th>\n <th>2018-01-15<\/th>\n <th>2018-02-15<\/th>\n <th>2018-03-15<\/th>\n <th>2018-04-15<\/th>\n <th>2018-05-15<\/th>\n <th>2018-06-15<\/th>\n <th>2018-07-15<\/th>\n <th>2018-08-15<\/th>\n <th>2018-09-15<\/th>\n <th>2018-10-15<\/th>\n <th>2018-11-15<\/th>\n <th>2018-12-15<\/th>\n <th>2019-01-15<\/th>\n <th>2019-02-15<\/th>\n <th>2019-03-15<\/th>\n <th>2019-04-15<\/th>\n <th>2019-05-15<\/th>\n <th>2019-06-15<\/th>\n <th>2019-07-15<\/th>\n <th>2019-08-15<\/th>\n <th>2019-09-15<\/th>\n <th>2019-10-15<\/th>\n <th>2019-11-15<\/th>\n <th>2019-12-15<\/th>\n <th>2020-01-15<\/th>\n <th>2020-02-15<\/th>\n <th>2020-03-15<\/th>\n <th>2020-04-15<\/th>\n <th>2020-05-15<\/th>\n <th>2020-06-15<\/th>\n <th>2020-07-15<\/th>\n <th>2020-08-15<\/th>\n <th>2020-09-15<\/th>\n <th>2020-10-15<\/th>\n <th>2020-11-15<\/th>\n <th>2020-12-15<\/th>\n <th>2021-01-15<\/th>\n <th>2021-02-15<\/th>\n <th>2021-03-15<\/th>\n <th>2021-04-15<\/th>\n <th>2021-05-15<\/th>\n <th>2021-06-15<\/th>\n <th>2021-07-15<\/th>\n <th>2021-08-15<\/th>\n <th>2021-09-15<\/th>\n <th>2021-10-15<\/th>\n <th>2021-11-15<\/th>\n <th>2021-12-15<\/th>\n <\/tr>\n 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--- ## Operaciones de extracción de información. **Estadística zonal**: Precipitacion promedio región de Valparaíso ``` r media_PP_valpo <- zonal(mascara_crop, vector_valpo, fun="mean", touches=T, as.polygons = T) plot(media_PP_valpo, "1960-06-15", col = heat.colors(10)) ``` <img src="data:image/png;base64,#05_Tipos_datos_climaticos_files/figure-html/unnamed-chunk-27-1.png" width="100%" /> ``` r tabla_valpo <- as.data.frame(media_PP_valpo) ``` <div class="datatables html-widget html-fill-item" id="htmlwidget-b9e862d81ea5a378ec8c" style="width:100%;height:auto;"></div> <script type="application/json" data-for="htmlwidget-b9e862d81ea5a378ec8c">{"x":{"filter":"none","vertical":false,"fillContainer":false,"data":[["1"],["Región de 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class=\"display\">\n <thead>\n <tr>\n <th> <\/th>\n <th>NOM_REG<\/th>\n <th>1960-01-15<\/th>\n <th>1960-02-15<\/th>\n <th>1960-03-15<\/th>\n <th>1960-04-15<\/th>\n <th>1960-05-15<\/th>\n <th>1960-06-15<\/th>\n <th>1960-07-15<\/th>\n <th>1960-08-15<\/th>\n <th>1960-09-15<\/th>\n <th>1960-10-15<\/th>\n <th>1960-11-15<\/th>\n <th>1960-12-15<\/th>\n <th>1961-01-15<\/th>\n <th>1961-02-15<\/th>\n <th>1961-03-15<\/th>\n <th>1961-04-15<\/th>\n <th>1961-05-15<\/th>\n <th>1961-06-15<\/th>\n <th>1961-07-15<\/th>\n <th>1961-08-15<\/th>\n <th>1961-09-15<\/th>\n <th>1961-10-15<\/th>\n <th>1961-11-15<\/th>\n <th>1961-12-15<\/th>\n <th>1962-01-15<\/th>\n <th>1962-02-15<\/th>\n <th>1962-03-15<\/th>\n <th>1962-04-15<\/th>\n <th>1962-05-15<\/th>\n <th>1962-06-15<\/th>\n <th>1962-07-15<\/th>\n <th>1962-08-15<\/th>\n <th>1962-09-15<\/th>\n <th>1962-10-15<\/th>\n <th>1962-11-15<\/th>\n <th>1962-12-15<\/th>\n <th>1963-01-15<\/th>\n <th>1963-02-15<\/th>\n <th>1963-03-15<\/th>\n <th>1963-04-15<\/th>\n <th>1963-05-15<\/th>\n <th>1963-06-15<\/th>\n <th>1963-07-15<\/th>\n <th>1963-08-15<\/th>\n <th>1963-09-15<\/th>\n <th>1963-10-15<\/th>\n <th>1963-11-15<\/th>\n <th>1963-12-15<\/th>\n <th>1964-01-15<\/th>\n <th>1964-02-15<\/th>\n <th>1964-03-15<\/th>\n <th>1964-04-15<\/th>\n <th>1964-05-15<\/th>\n <th>1964-06-15<\/th>\n <th>1964-07-15<\/th>\n <th>1964-08-15<\/th>\n <th>1964-09-15<\/th>\n <th>1964-10-15<\/th>\n <th>1964-11-15<\/th>\n <th>1964-12-15<\/th>\n <th>1965-01-15<\/th>\n <th>1965-02-15<\/th>\n <th>1965-03-15<\/th>\n <th>1965-04-15<\/th>\n <th>1965-05-15<\/th>\n <th>1965-06-15<\/th>\n <th>1965-07-15<\/th>\n <th>1965-08-15<\/th>\n <th>1965-09-15<\/th>\n <th>1965-10-15<\/th>\n <th>1965-11-15<\/th>\n <th>1965-12-15<\/th>\n <th>1966-01-15<\/th>\n <th>1966-02-15<\/th>\n <th>1966-03-15<\/th>\n <th>1966-04-15<\/th>\n <th>1966-05-15<\/th>\n <th>1966-06-15<\/th>\n <th>1966-07-15<\/th>\n <th>1966-08-15<\/th>\n <th>1966-09-15<\/th>\n <th>1966-10-15<\/th>\n <th>1966-11-15<\/th>\n <th>1966-12-15<\/th>\n <th>1967-01-15<\/th>\n <th>1967-02-15<\/th>\n <th>1967-03-15<\/th>\n <th>1967-04-15<\/th>\n <th>1967-05-15<\/th>\n <th>1967-06-15<\/th>\n <th>1967-07-15<\/th>\n <th>1967-08-15<\/th>\n <th>1967-09-15<\/th>\n <th>1967-10-15<\/th>\n <th>1967-11-15<\/th>\n <th>1967-12-15<\/th>\n <th>1968-01-15<\/th>\n <th>1968-02-15<\/th>\n <th>1968-03-15<\/th>\n <th>1968-04-15<\/th>\n <th>1968-05-15<\/th>\n <th>1968-06-15<\/th>\n <th>1968-07-15<\/th>\n <th>1968-08-15<\/th>\n <th>1968-09-15<\/th>\n <th>1968-10-15<\/th>\n <th>1968-11-15<\/th>\n <th>1968-12-15<\/th>\n <th>1969-01-15<\/th>\n <th>1969-02-15<\/th>\n <th>1969-03-15<\/th>\n <th>1969-04-15<\/th>\n <th>1969-05-15<\/th>\n <th>1969-06-15<\/th>\n <th>1969-07-15<\/th>\n <th>1969-08-15<\/th>\n <th>1969-09-15<\/th>\n <th>1969-10-15<\/th>\n <th>1969-11-15<\/th>\n <th>1969-12-15<\/th>\n <th>1970-01-15<\/th>\n <th>1970-02-15<\/th>\n <th>1970-03-15<\/th>\n <th>1970-04-15<\/th>\n <th>1970-05-15<\/th>\n <th>1970-06-15<\/th>\n <th>1970-07-15<\/th>\n <th>1970-08-15<\/th>\n <th>1970-09-15<\/th>\n <th>1970-10-15<\/th>\n <th>1970-11-15<\/th>\n <th>1970-12-15<\/th>\n <th>1971-01-15<\/th>\n <th>1971-02-15<\/th>\n <th>1971-03-15<\/th>\n <th>1971-04-15<\/th>\n <th>1971-05-15<\/th>\n <th>1971-06-15<\/th>\n <th>1971-07-15<\/th>\n <th>1971-08-15<\/th>\n <th>1971-09-15<\/th>\n <th>1971-10-15<\/th>\n <th>1971-11-15<\/th>\n <th>1971-12-15<\/th>\n <th>1972-01-15<\/th>\n <th>1972-02-15<\/th>\n <th>1972-03-15<\/th>\n <th>1972-04-15<\/th>\n <th>1972-05-15<\/th>\n <th>1972-06-15<\/th>\n <th>1972-07-15<\/th>\n <th>1972-08-15<\/th>\n <th>1972-09-15<\/th>\n <th>1972-10-15<\/th>\n <th>1972-11-15<\/th>\n <th>1972-12-15<\/th>\n <th>1973-01-15<\/th>\n <th>1973-02-15<\/th>\n <th>1973-03-15<\/th>\n <th>1973-04-15<\/th>\n <th>1973-05-15<\/th>\n <th>1973-06-15<\/th>\n <th>1973-07-15<\/th>\n <th>1973-08-15<\/th>\n <th>1973-09-15<\/th>\n <th>1973-10-15<\/th>\n <th>1973-11-15<\/th>\n <th>1973-12-15<\/th>\n <th>1974-01-15<\/th>\n <th>1974-02-15<\/th>\n <th>1974-03-15<\/th>\n <th>1974-04-15<\/th>\n <th>1974-05-15<\/th>\n <th>1974-06-15<\/th>\n <th>1974-07-15<\/th>\n <th>1974-08-15<\/th>\n <th>1974-09-15<\/th>\n <th>1974-10-15<\/th>\n <th>1974-11-15<\/th>\n <th>1974-12-15<\/th>\n <th>1975-01-15<\/th>\n <th>1975-02-15<\/th>\n <th>1975-03-15<\/th>\n <th>1975-04-15<\/th>\n <th>1975-05-15<\/th>\n <th>1975-06-15<\/th>\n <th>1975-07-15<\/th>\n <th>1975-08-15<\/th>\n <th>1975-09-15<\/th>\n <th>1975-10-15<\/th>\n <th>1975-11-15<\/th>\n <th>1975-12-15<\/th>\n <th>1976-01-15<\/th>\n <th>1976-02-15<\/th>\n <th>1976-03-15<\/th>\n <th>1976-04-15<\/th>\n <th>1976-05-15<\/th>\n <th>1976-06-15<\/th>\n <th>1976-07-15<\/th>\n <th>1976-08-15<\/th>\n <th>1976-09-15<\/th>\n <th>1976-10-15<\/th>\n <th>1976-11-15<\/th>\n <th>1976-12-15<\/th>\n <th>1977-01-15<\/th>\n <th>1977-02-15<\/th>\n <th>1977-03-15<\/th>\n <th>1977-04-15<\/th>\n <th>1977-05-15<\/th>\n <th>1977-06-15<\/th>\n <th>1977-07-15<\/th>\n <th>1977-08-15<\/th>\n <th>1977-09-15<\/th>\n <th>1977-10-15<\/th>\n <th>1977-11-15<\/th>\n <th>1977-12-15<\/th>\n <th>1978-01-15<\/th>\n <th>1978-02-15<\/th>\n <th>1978-03-15<\/th>\n <th>1978-04-15<\/th>\n <th>1978-05-15<\/th>\n <th>1978-06-15<\/th>\n <th>1978-07-15<\/th>\n <th>1978-08-15<\/th>\n <th>1978-09-15<\/th>\n <th>1978-10-15<\/th>\n <th>1978-11-15<\/th>\n <th>1978-12-15<\/th>\n <th>1979-01-15<\/th>\n <th>1979-02-15<\/th>\n <th>1979-03-15<\/th>\n <th>1979-04-15<\/th>\n <th>1979-05-15<\/th>\n <th>1979-06-15<\/th>\n <th>1979-07-15<\/th>\n <th>1979-08-15<\/th>\n <th>1979-09-15<\/th>\n <th>1979-10-15<\/th>\n <th>1979-11-15<\/th>\n <th>1979-12-15<\/th>\n <th>1980-01-15<\/th>\n <th>1980-02-15<\/th>\n <th>1980-03-15<\/th>\n <th>1980-04-15<\/th>\n <th>1980-05-15<\/th>\n <th>1980-06-15<\/th>\n <th>1980-07-15<\/th>\n <th>1980-08-15<\/th>\n <th>1980-09-15<\/th>\n <th>1980-10-15<\/th>\n <th>1980-11-15<\/th>\n <th>1980-12-15<\/th>\n <th>1981-01-15<\/th>\n <th>1981-02-15<\/th>\n <th>1981-03-15<\/th>\n <th>1981-04-15<\/th>\n <th>1981-05-15<\/th>\n <th>1981-06-15<\/th>\n <th>1981-07-15<\/th>\n <th>1981-08-15<\/th>\n <th>1981-09-15<\/th>\n <th>1981-10-15<\/th>\n <th>1981-11-15<\/th>\n <th>1981-12-15<\/th>\n <th>1982-01-15<\/th>\n <th>1982-02-15<\/th>\n <th>1982-03-15<\/th>\n <th>1982-04-15<\/th>\n <th>1982-05-15<\/th>\n <th>1982-06-15<\/th>\n <th>1982-07-15<\/th>\n <th>1982-08-15<\/th>\n <th>1982-09-15<\/th>\n <th>1982-10-15<\/th>\n <th>1982-11-15<\/th>\n <th>1982-12-15<\/th>\n <th>1983-01-15<\/th>\n <th>1983-02-15<\/th>\n <th>1983-03-15<\/th>\n <th>1983-04-15<\/th>\n <th>1983-05-15<\/th>\n <th>1983-06-15<\/th>\n <th>1983-07-15<\/th>\n <th>1983-08-15<\/th>\n <th>1983-09-15<\/th>\n <th>1983-10-15<\/th>\n <th>1983-11-15<\/th>\n <th>1983-12-15<\/th>\n <th>1984-01-15<\/th>\n <th>1984-02-15<\/th>\n <th>1984-03-15<\/th>\n <th>1984-04-15<\/th>\n <th>1984-05-15<\/th>\n <th>1984-06-15<\/th>\n <th>1984-07-15<\/th>\n <th>1984-08-15<\/th>\n <th>1984-09-15<\/th>\n <th>1984-10-15<\/th>\n <th>1984-11-15<\/th>\n <th>1984-12-15<\/th>\n <th>1985-01-15<\/th>\n <th>1985-02-15<\/th>\n <th>1985-03-15<\/th>\n <th>1985-04-15<\/th>\n <th>1985-05-15<\/th>\n <th>1985-06-15<\/th>\n <th>1985-07-15<\/th>\n <th>1985-08-15<\/th>\n <th>1985-09-15<\/th>\n <th>1985-10-15<\/th>\n <th>1985-11-15<\/th>\n <th>1985-12-15<\/th>\n <th>1986-01-15<\/th>\n <th>1986-02-15<\/th>\n <th>1986-03-15<\/th>\n <th>1986-04-15<\/th>\n <th>1986-05-15<\/th>\n <th>1986-06-15<\/th>\n <th>1986-07-15<\/th>\n <th>1986-08-15<\/th>\n <th>1986-09-15<\/th>\n <th>1986-10-15<\/th>\n <th>1986-11-15<\/th>\n <th>1986-12-15<\/th>\n <th>1987-01-15<\/th>\n <th>1987-02-15<\/th>\n <th>1987-03-15<\/th>\n <th>1987-04-15<\/th>\n <th>1987-05-15<\/th>\n <th>1987-06-15<\/th>\n <th>1987-07-15<\/th>\n <th>1987-08-15<\/th>\n <th>1987-09-15<\/th>\n <th>1987-10-15<\/th>\n <th>1987-11-15<\/th>\n <th>1987-12-15<\/th>\n <th>1988-01-15<\/th>\n <th>1988-02-15<\/th>\n <th>1988-03-15<\/th>\n <th>1988-04-15<\/th>\n <th>1988-05-15<\/th>\n <th>1988-06-15<\/th>\n <th>1988-07-15<\/th>\n <th>1988-08-15<\/th>\n <th>1988-09-15<\/th>\n <th>1988-10-15<\/th>\n <th>1988-11-15<\/th>\n <th>1988-12-15<\/th>\n <th>1989-01-15<\/th>\n <th>1989-02-15<\/th>\n <th>1989-03-15<\/th>\n <th>1989-04-15<\/th>\n <th>1989-05-15<\/th>\n <th>1989-06-15<\/th>\n <th>1989-07-15<\/th>\n <th>1989-08-15<\/th>\n <th>1989-09-15<\/th>\n <th>1989-10-15<\/th>\n <th>1989-11-15<\/th>\n <th>1989-12-15<\/th>\n <th>1990-01-15<\/th>\n <th>1990-02-15<\/th>\n <th>1990-03-15<\/th>\n <th>1990-04-15<\/th>\n <th>1990-05-15<\/th>\n <th>1990-06-15<\/th>\n <th>1990-07-15<\/th>\n <th>1990-08-15<\/th>\n <th>1990-09-15<\/th>\n <th>1990-10-15<\/th>\n <th>1990-11-15<\/th>\n <th>1990-12-15<\/th>\n <th>1991-01-15<\/th>\n <th>1991-02-15<\/th>\n <th>1991-03-15<\/th>\n <th>1991-04-15<\/th>\n <th>1991-05-15<\/th>\n <th>1991-06-15<\/th>\n <th>1991-07-15<\/th>\n <th>1991-08-15<\/th>\n <th>1991-09-15<\/th>\n <th>1991-10-15<\/th>\n <th>1991-11-15<\/th>\n <th>1991-12-15<\/th>\n <th>1992-01-15<\/th>\n <th>1992-02-15<\/th>\n <th>1992-03-15<\/th>\n <th>1992-04-15<\/th>\n <th>1992-05-15<\/th>\n <th>1992-06-15<\/th>\n <th>1992-07-15<\/th>\n <th>1992-08-15<\/th>\n <th>1992-09-15<\/th>\n <th>1992-10-15<\/th>\n <th>1992-11-15<\/th>\n <th>1992-12-15<\/th>\n <th>1993-01-15<\/th>\n <th>1993-02-15<\/th>\n <th>1993-03-15<\/th>\n <th>1993-04-15<\/th>\n <th>1993-05-15<\/th>\n <th>1993-06-15<\/th>\n <th>1993-07-15<\/th>\n <th>1993-08-15<\/th>\n <th>1993-09-15<\/th>\n <th>1993-10-15<\/th>\n <th>1993-11-15<\/th>\n <th>1993-12-15<\/th>\n <th>1994-01-15<\/th>\n <th>1994-02-15<\/th>\n <th>1994-03-15<\/th>\n <th>1994-04-15<\/th>\n <th>1994-05-15<\/th>\n <th>1994-06-15<\/th>\n <th>1994-07-15<\/th>\n <th>1994-08-15<\/th>\n <th>1994-09-15<\/th>\n <th>1994-10-15<\/th>\n <th>1994-11-15<\/th>\n <th>1994-12-15<\/th>\n <th>1995-01-15<\/th>\n <th>1995-02-15<\/th>\n <th>1995-03-15<\/th>\n <th>1995-04-15<\/th>\n <th>1995-05-15<\/th>\n <th>1995-06-15<\/th>\n <th>1995-07-15<\/th>\n <th>1995-08-15<\/th>\n <th>1995-09-15<\/th>\n <th>1995-10-15<\/th>\n <th>1995-11-15<\/th>\n <th>1995-12-15<\/th>\n <th>1996-01-15<\/th>\n <th>1996-02-15<\/th>\n <th>1996-03-15<\/th>\n <th>1996-04-15<\/th>\n <th>1996-05-15<\/th>\n <th>1996-06-15<\/th>\n <th>1996-07-15<\/th>\n <th>1996-08-15<\/th>\n <th>1996-09-15<\/th>\n <th>1996-10-15<\/th>\n <th>1996-11-15<\/th>\n <th>1996-12-15<\/th>\n <th>1997-01-15<\/th>\n <th>1997-02-15<\/th>\n <th>1997-03-15<\/th>\n <th>1997-04-15<\/th>\n <th>1997-05-15<\/th>\n <th>1997-06-15<\/th>\n <th>1997-07-15<\/th>\n <th>1997-08-15<\/th>\n <th>1997-09-15<\/th>\n <th>1997-10-15<\/th>\n <th>1997-11-15<\/th>\n <th>1997-12-15<\/th>\n <th>1998-01-15<\/th>\n <th>1998-02-15<\/th>\n <th>1998-03-15<\/th>\n <th>1998-04-15<\/th>\n <th>1998-05-15<\/th>\n <th>1998-06-15<\/th>\n <th>1998-07-15<\/th>\n <th>1998-08-15<\/th>\n <th>1998-09-15<\/th>\n <th>1998-10-15<\/th>\n <th>1998-11-15<\/th>\n <th>1998-12-15<\/th>\n <th>1999-01-15<\/th>\n <th>1999-02-15<\/th>\n <th>1999-03-15<\/th>\n <th>1999-04-15<\/th>\n <th>1999-05-15<\/th>\n <th>1999-06-15<\/th>\n <th>1999-07-15<\/th>\n <th>1999-08-15<\/th>\n <th>1999-09-15<\/th>\n <th>1999-10-15<\/th>\n <th>1999-11-15<\/th>\n <th>1999-12-15<\/th>\n <th>2000-01-15<\/th>\n <th>2000-02-15<\/th>\n <th>2000-03-15<\/th>\n <th>2000-04-15<\/th>\n <th>2000-05-15<\/th>\n <th>2000-06-15<\/th>\n <th>2000-07-15<\/th>\n <th>2000-08-15<\/th>\n <th>2000-09-15<\/th>\n <th>2000-10-15<\/th>\n <th>2000-11-15<\/th>\n <th>2000-12-15<\/th>\n <th>2001-01-15<\/th>\n <th>2001-02-15<\/th>\n <th>2001-03-15<\/th>\n <th>2001-04-15<\/th>\n <th>2001-05-15<\/th>\n <th>2001-06-15<\/th>\n <th>2001-07-15<\/th>\n <th>2001-08-15<\/th>\n <th>2001-09-15<\/th>\n <th>2001-10-15<\/th>\n <th>2001-11-15<\/th>\n <th>2001-12-15<\/th>\n <th>2002-01-15<\/th>\n <th>2002-02-15<\/th>\n <th>2002-03-15<\/th>\n <th>2002-04-15<\/th>\n <th>2002-05-15<\/th>\n <th>2002-06-15<\/th>\n <th>2002-07-15<\/th>\n <th>2002-08-15<\/th>\n <th>2002-09-15<\/th>\n <th>2002-10-15<\/th>\n <th>2002-11-15<\/th>\n <th>2002-12-15<\/th>\n <th>2003-01-15<\/th>\n <th>2003-02-15<\/th>\n <th>2003-03-15<\/th>\n <th>2003-04-15<\/th>\n <th>2003-05-15<\/th>\n <th>2003-06-15<\/th>\n <th>2003-07-15<\/th>\n <th>2003-08-15<\/th>\n <th>2003-09-15<\/th>\n <th>2003-10-15<\/th>\n <th>2003-11-15<\/th>\n <th>2003-12-15<\/th>\n <th>2004-01-15<\/th>\n <th>2004-02-15<\/th>\n <th>2004-03-15<\/th>\n <th>2004-04-15<\/th>\n <th>2004-05-15<\/th>\n <th>2004-06-15<\/th>\n <th>2004-07-15<\/th>\n <th>2004-08-15<\/th>\n <th>2004-09-15<\/th>\n <th>2004-10-15<\/th>\n <th>2004-11-15<\/th>\n <th>2004-12-15<\/th>\n <th>2005-01-15<\/th>\n <th>2005-02-15<\/th>\n <th>2005-03-15<\/th>\n <th>2005-04-15<\/th>\n <th>2005-05-15<\/th>\n <th>2005-06-15<\/th>\n <th>2005-07-15<\/th>\n <th>2005-08-15<\/th>\n <th>2005-09-15<\/th>\n <th>2005-10-15<\/th>\n <th>2005-11-15<\/th>\n <th>2005-12-15<\/th>\n <th>2006-01-15<\/th>\n <th>2006-02-15<\/th>\n <th>2006-03-15<\/th>\n <th>2006-04-15<\/th>\n <th>2006-05-15<\/th>\n <th>2006-06-15<\/th>\n <th>2006-07-15<\/th>\n <th>2006-08-15<\/th>\n <th>2006-09-15<\/th>\n <th>2006-10-15<\/th>\n <th>2006-11-15<\/th>\n <th>2006-12-15<\/th>\n <th>2007-01-15<\/th>\n <th>2007-02-15<\/th>\n <th>2007-03-15<\/th>\n <th>2007-04-15<\/th>\n <th>2007-05-15<\/th>\n <th>2007-06-15<\/th>\n <th>2007-07-15<\/th>\n <th>2007-08-15<\/th>\n <th>2007-09-15<\/th>\n <th>2007-10-15<\/th>\n <th>2007-11-15<\/th>\n <th>2007-12-15<\/th>\n <th>2008-01-15<\/th>\n <th>2008-02-15<\/th>\n <th>2008-03-15<\/th>\n <th>2008-04-15<\/th>\n <th>2008-05-15<\/th>\n <th>2008-06-15<\/th>\n <th>2008-07-15<\/th>\n <th>2008-08-15<\/th>\n <th>2008-09-15<\/th>\n <th>2008-10-15<\/th>\n <th>2008-11-15<\/th>\n <th>2008-12-15<\/th>\n <th>2009-01-15<\/th>\n <th>2009-02-15<\/th>\n <th>2009-03-15<\/th>\n <th>2009-04-15<\/th>\n <th>2009-05-15<\/th>\n <th>2009-06-15<\/th>\n <th>2009-07-15<\/th>\n <th>2009-08-15<\/th>\n <th>2009-09-15<\/th>\n <th>2009-10-15<\/th>\n <th>2009-11-15<\/th>\n <th>2009-12-15<\/th>\n <th>2010-01-15<\/th>\n <th>2010-02-15<\/th>\n <th>2010-03-15<\/th>\n <th>2010-04-15<\/th>\n <th>2010-05-15<\/th>\n <th>2010-06-15<\/th>\n <th>2010-07-15<\/th>\n <th>2010-08-15<\/th>\n <th>2010-09-15<\/th>\n <th>2010-10-15<\/th>\n <th>2010-11-15<\/th>\n <th>2010-12-15<\/th>\n <th>2011-01-15<\/th>\n <th>2011-02-15<\/th>\n <th>2011-03-15<\/th>\n <th>2011-04-15<\/th>\n <th>2011-05-15<\/th>\n <th>2011-06-15<\/th>\n <th>2011-07-15<\/th>\n <th>2011-08-15<\/th>\n <th>2011-09-15<\/th>\n <th>2011-10-15<\/th>\n <th>2011-11-15<\/th>\n <th>2011-12-15<\/th>\n <th>2012-01-15<\/th>\n <th>2012-02-15<\/th>\n <th>2012-03-15<\/th>\n <th>2012-04-15<\/th>\n <th>2012-05-15<\/th>\n <th>2012-06-15<\/th>\n <th>2012-07-15<\/th>\n <th>2012-08-15<\/th>\n <th>2012-09-15<\/th>\n <th>2012-10-15<\/th>\n <th>2012-11-15<\/th>\n <th>2012-12-15<\/th>\n <th>2013-01-15<\/th>\n <th>2013-02-15<\/th>\n <th>2013-03-15<\/th>\n <th>2013-04-15<\/th>\n <th>2013-05-15<\/th>\n <th>2013-06-15<\/th>\n <th>2013-07-15<\/th>\n <th>2013-08-15<\/th>\n <th>2013-09-15<\/th>\n <th>2013-10-15<\/th>\n <th>2013-11-15<\/th>\n <th>2013-12-15<\/th>\n <th>2014-01-15<\/th>\n <th>2014-02-15<\/th>\n <th>2014-03-15<\/th>\n <th>2014-04-15<\/th>\n <th>2014-05-15<\/th>\n <th>2014-06-15<\/th>\n <th>2014-07-15<\/th>\n <th>2014-08-15<\/th>\n <th>2014-09-15<\/th>\n <th>2014-10-15<\/th>\n <th>2014-11-15<\/th>\n <th>2014-12-15<\/th>\n <th>2015-01-15<\/th>\n <th>2015-02-15<\/th>\n <th>2015-03-15<\/th>\n <th>2015-04-15<\/th>\n <th>2015-05-15<\/th>\n <th>2015-06-15<\/th>\n <th>2015-07-15<\/th>\n <th>2015-08-15<\/th>\n <th>2015-09-15<\/th>\n <th>2015-10-15<\/th>\n <th>2015-11-15<\/th>\n <th>2015-12-15<\/th>\n <th>2016-01-15<\/th>\n <th>2016-02-15<\/th>\n <th>2016-03-15<\/th>\n <th>2016-04-15<\/th>\n <th>2016-05-15<\/th>\n <th>2016-06-15<\/th>\n <th>2016-07-15<\/th>\n <th>2016-08-15<\/th>\n <th>2016-09-15<\/th>\n <th>2016-10-15<\/th>\n <th>2016-11-15<\/th>\n <th>2016-12-15<\/th>\n <th>2017-01-15<\/th>\n <th>2017-02-15<\/th>\n <th>2017-03-15<\/th>\n <th>2017-04-15<\/th>\n <th>2017-05-15<\/th>\n <th>2017-06-15<\/th>\n <th>2017-07-15<\/th>\n <th>2017-08-15<\/th>\n <th>2017-09-15<\/th>\n <th>2017-10-15<\/th>\n <th>2017-11-15<\/th>\n <th>2017-12-15<\/th>\n <th>2018-01-15<\/th>\n <th>2018-02-15<\/th>\n <th>2018-03-15<\/th>\n <th>2018-04-15<\/th>\n <th>2018-05-15<\/th>\n <th>2018-06-15<\/th>\n <th>2018-07-15<\/th>\n <th>2018-08-15<\/th>\n <th>2018-09-15<\/th>\n <th>2018-10-15<\/th>\n <th>2018-11-15<\/th>\n <th>2018-12-15<\/th>\n <th>2019-01-15<\/th>\n <th>2019-02-15<\/th>\n <th>2019-03-15<\/th>\n <th>2019-04-15<\/th>\n <th>2019-05-15<\/th>\n <th>2019-06-15<\/th>\n <th>2019-07-15<\/th>\n <th>2019-08-15<\/th>\n <th>2019-09-15<\/th>\n <th>2019-10-15<\/th>\n <th>2019-11-15<\/th>\n <th>2019-12-15<\/th>\n <th>2020-01-15<\/th>\n <th>2020-02-15<\/th>\n <th>2020-03-15<\/th>\n <th>2020-04-15<\/th>\n <th>2020-05-15<\/th>\n <th>2020-06-15<\/th>\n <th>2020-07-15<\/th>\n <th>2020-08-15<\/th>\n <th>2020-09-15<\/th>\n <th>2020-10-15<\/th>\n <th>2020-11-15<\/th>\n <th>2020-12-15<\/th>\n <th>2021-01-15<\/th>\n <th>2021-02-15<\/th>\n <th>2021-03-15<\/th>\n <th>2021-04-15<\/th>\n <th>2021-05-15<\/th>\n <th>2021-06-15<\/th>\n <th>2021-07-15<\/th>\n <th>2021-08-15<\/th>\n <th>2021-09-15<\/th>\n <th>2021-10-15<\/th>\n <th>2021-11-15<\/th>\n <th>2021-12-15<\/th>\n <\/tr>\n 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--- ## Operaciones de extracción de información. ``` r df <- data.frame(PP = as.numeric(tabla_valpo[,2:745]), fechas = names(mascara_crop) %>% as.Date()) ggplot(df, aes(x= fechas, y = PP)) + geom_col(col = "blue") ``` <img src="data:image/png;base64,#05_Tipos_datos_climaticos_files/figure-html/unnamed-chunk-30-1.png" width="100%" /> --- ### Bibliografía 2022 Jerry Davis. Introduction to Environmental Data Science. Capitulo 8.Raster Spatial Analysis. https://bookdown.org/igisc/EnvDataSci/raster-spatial-analysis.html 2022 Robert J. Hijmans. terra.pdf. https://cran.r-project.org/web/packages/terra/terra.pdf 2012 Essentials of Geographic Information Systems. Chapter 8.Geospatial Analysis II: Raster Data. https://saylordotorg.github.io/text_essentials-of-geographic-information-systems/s12-geospatial-analysis-ii-raster-.html --- class: inverse middle